Multiplex networks with heterogeneous activities of the nodes

被引:24
作者
Cellai, Davide [1 ,2 ]
Bianconi, Ginestra [3 ]
机构
[1] Idiro Analyt, Clarendon House,39 Clarendon St, Dublin 2, Ireland
[2] Univ Limerick, Dept Math & Stat, MACSI, Limerick, Ireland
[3] Queen Mary Univ London, Sch Math Sci, London E1 4NS, England
基金
爱尔兰科学基金会;
关键词
INTERDEPENDENT NETWORKS;
D O I
10.1103/PhysRevE.93.032302
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
In multiplex networks with a large number of layers, the nodes can have different activities, indicating the total number of layers in which the nodes are present. Here we model multiplex networks with heterogeneous activity of the nodes and we study their robustness properties. We introduce a percolation model where nodes need to belong to the giant component only on the layers where they are active (i.e., their degree on that layer is larger than zero). We show that when there are enough nodes active only in one layer, the multiplex becomes more resilient and the transition becomes continuous. We find that multiplex networks with a power-law distribution of node activities are more fragile if the distribution of activity is broader. We also show that while positive correlations between node activity and degree can enhance the robustness of the system, the phase transition may become discontinuous, making the system highly unpredictable.
引用
收藏
页数:8
相关论文
共 41 条
[1]   Gibbs entropy of network ensembles by cavity methods [J].
Anand, Kartik ;
Bianconi, Ginestra .
PHYSICAL REVIEW E, 2010, 82 (01)
[2]   Entropy measures for networks: Toward an information theory of complex topologies [J].
Anand, Kartik ;
Bianconi, Ginestra .
PHYSICAL REVIEW E, 2009, 80 (04)
[3]  
[Anonymous], 2008, Dynamical Processes on Complex Networks
[4]   k-core percolation on multiplex networks [J].
Azimi-Tafreshi, N. ;
Gomez-Gardenes, J. ;
Dorogovtsev, S. N. .
PHYSICAL REVIEW E, 2014, 90 (03)
[5]   Structural measures for multiplex networks [J].
Battiston, Federico ;
Nicosia, Vincenzo ;
Latora, Vito .
PHYSICAL REVIEW E, 2014, 89 (03)
[6]   Avalanche Collapse of Interdependent Networks [J].
Baxter, G. J. ;
Dorogovtsev, S. N. ;
Goltsev, A. V. ;
Mendes, J. F. F. .
PHYSICAL REVIEW LETTERS, 2012, 109 (24)
[7]   Weak percolation on multiplex networks [J].
Baxter, Gareth J. ;
Dorogovtsev, Sergey N. ;
Mendes, Jose F. F. ;
Cellai, Davide .
PHYSICAL REVIEW E, 2014, 89 (04)
[8]   Mutually connected component of networks of networks with replica nodes [J].
Bianconi, Ginestra ;
Dorogovtsev, Sergey N. ;
Mendes, Jose F. F. .
PHYSICAL REVIEW E, 2015, 91 (01)
[9]   MULTI LAYER NETWORKS Dangerous liaisons? [J].
Bianconi, Ginestra .
NATURE PHYSICS, 2014, 10 (10) :712-714
[10]   Multiple percolation transitions in a configuration model of a network of networks [J].
Bianconi, Ginestra ;
Dorogovtsev, Sergey N. .
PHYSICAL REVIEW E, 2014, 89 (06)